Dynamic Programming Encoding for Subword Segmentation in Neural Machine Translation

May 03, 2020
Xuanli He, Gholamreza Haffari, Mohammad Norouzi

* accepted to ACL2020 

  Access Model/Code and Paper
Non-Autoregressive Machine Translation with Latent Alignments

Apr 22, 2020
Chitwan Saharia, William Chan, Saurabh Saxena, Mohammad Norouzi

  Access Model/Code and Paper
Exemplar VAEs for Exemplar based Generation and Data Augmentation

Apr 09, 2020
Sajad Norouzi, David J. Fleet, Mohammad Norouzi

  Access Model/Code and Paper
NiLBS: Neural Inverse Linear Blend Skinning

Apr 06, 2020
Timothy Jeruzalski, David I. W. Levin, Alec Jacobson, Paul Lalonde, Mohammad Norouzi, Andrea Tagliasacchi

  Access Model/Code and Paper
SUMO: Unbiased Estimation of Log Marginal Probability for Latent Variable Models

Apr 01, 2020
Yucen Luo, Alex Beatson, Mohammad Norouzi, Jun Zhu, David Duvenaud, Ryan P. Adams, Ricky T. Q. Chen

* ICLR 2020 

  Access Model/Code and Paper
Imputer: Sequence Modelling via Imputation and Dynamic Programming

Feb 20, 2020
William Chan, Chitwan Saharia, Geoffrey Hinton, Mohammad Norouzi, Navdeep Jaitly

* preprint 

  Access Model/Code and Paper
A Simple Framework for Contrastive Learning of Visual Representations

Feb 13, 2020
Ting Chen, Simon Kornblith, Mohammad Norouzi, Geoffrey Hinton

  Access Model/Code and Paper
Your Classifier is Secretly an Energy Based Model and You Should Treat it Like One

Dec 11, 2019
Will Grathwohl, Kuan-Chieh Wang, Jörn-Henrik Jacobsen, David Duvenaud, Mohammad Norouzi, Kevin Swersky

  Access Model/Code and Paper
NASA: Neural Articulated Shape Approximation

Dec 06, 2019
Timothy Jeruzalski, Boyang Deng, Mohammad Norouzi, JP Lewis, Geoffrey Hinton, Andrea Tagliasacchi

  Access Model/Code and Paper
Dream to Control: Learning Behaviors by Latent Imagination

Dec 03, 2019
Danijar Hafner, Timothy Lillicrap, Jimmy Ba, Mohammad Norouzi

* 9 pages, 12 figures 

  Access Model/Code and Paper
Don't Blame the ELBO! A Linear VAE Perspective on Posterior Collapse

Nov 06, 2019
James Lucas, George Tucker, Roger Grosse, Mohammad Norouzi

* 11 main pages, 10 appendix pages. 13 figures total. Accepted at 33rd Conference on Neural Information Processing Systems (NeurIPS 2019) 

  Access Model/Code and Paper
Efficient Exploration with Self-Imitation Learning via Trajectory-Conditioned Policy

Jul 24, 2019
Yijie Guo, Jongwook Choi, Marcin Moczulski, Samy Bengio, Mohammad Norouzi, Honglak Lee

  Access Model/Code and Paper
Striving for Simplicity in Off-policy Deep Reinforcement Learning

Jul 10, 2019
Rishabh Agarwal, Dale Schuurmans, Mohammad Norouzi

  Access Model/Code and Paper
Similarity of Neural Network Representations Revisited

May 14, 2019
Simon Kornblith, Mohammad Norouzi, Honglak Lee, Geoffrey Hinton

* Accepted to ICML 2019 

  Access Model/Code and Paper
Learning to Generalize from Sparse and Underspecified Rewards

Feb 19, 2019
Rishabh Agarwal, Chen Liang, Dale Schuurmans, Mohammad Norouzi

  Access Model/Code and Paper
Understanding the impact of entropy on policy optimization

Nov 29, 2018
Zafarali Ahmed, Nicolas Le Roux, Mohammad Norouzi, Dale Schuurmans

  Access Model/Code and Paper
Contingency-Aware Exploration in Reinforcement Learning

Nov 05, 2018
Jongwook Choi, Yijie Guo, Marcin Moczulski, Junhyuk Oh, Neal Wu, Mohammad Norouzi, Honglak Lee

* Preprint, work in progress. Under review at ICLR 2019 

  Access Model/Code and Paper
Memory Augmented Policy Optimization for Program Synthesis and Semantic Parsing

Oct 31, 2018
Chen Liang, Mohammad Norouzi, Jonathan Berant, Quoc Le, Ni Lao

* 16 Pages, 4 figures, 6 tables, accepted as a spotlight paper for NIPS 2018 

  Access Model/Code and Paper
Sequence to Sequence Mixture Model for Diverse Machine Translation

Oct 17, 2018
Xuanli He, Gholamreza Haffari, Mohammad Norouzi

* 11 pages, 5 figures, accepted to CoNLL2018 

  Access Model/Code and Paper
Optimal Completion Distillation for Sequence Learning

Oct 02, 2018
Sara Sabour, William Chan, Mohammad Norouzi

  Access Model/Code and Paper
The Importance of Generation Order in Language Modeling

Aug 23, 2018
Nicolas Ford, Daniel Duckworth, Mohammad Norouzi, George E. Dahl

  Access Model/Code and Paper
Smoothed Action Value Functions for Learning Gaussian Policies

Jul 25, 2018
Ofir Nachum, Mohammad Norouzi, George Tucker, Dale Schuurmans

* ICML 2018 

  Access Model/Code and Paper
Discovery of Latent 3D Keypoints via End-to-end Geometric Reasoning

Jul 05, 2018
Supasorn Suwajanakorn, Noah Snavely, Jonathan Tompson, Mohammad Norouzi

  Access Model/Code and Paper
Embedding Text in Hyperbolic Spaces

Jun 12, 2018
Bhuwan Dhingra, Christopher J. Shallue, Mohammad Norouzi, Andrew M. Dai, George E. Dahl

* TextGraphs 2018 

  Access Model/Code and Paper
Parallel Architecture and Hyperparameter Search via Successive Halving and Classification

May 25, 2018
Manoj Kumar, George E. Dahl, Vijay Vasudevan, Mohammad Norouzi

  Access Model/Code and Paper
QANet: Combining Local Convolution with Global Self-Attention for Reading Comprehension

Apr 23, 2018
Adams Wei Yu, David Dohan, Minh-Thang Luong, Rui Zhao, Kai Chen, Mohammad Norouzi, Quoc V. Le

* Published as full paper in ICLR 2018 

  Access Model/Code and Paper
Neural Program Synthesis with Priority Queue Training

Mar 23, 2018
Daniel A. Abolafia, Mohammad Norouzi, Jonathan Shen, Rui Zhao, Quoc V. Le

  Access Model/Code and Paper
Trust-PCL: An Off-Policy Trust Region Method for Continuous Control

Feb 22, 2018
Ofir Nachum, Mohammad Norouzi, Kelvin Xu, Dale Schuurmans

* ICLR 2018 

  Access Model/Code and Paper